It is shown that the structure of spurious local minima detected by stochastic gradient descent is the least loss of symmetry with respect to the target ...
We consider the optimization problem associated with fitting two-layer ReLU networks with respect to the squared loss, where labels are assumed to be ...
Dec 26, 2019 · Focusing first on standard Gaussian inputs, we show that the structure of spurious local minima detected by stochastic gradient descent (SGD) is ...
Mar 11, 2021 · 'Spurious Local Minima of Shallow ReLU Networks. Conform with the Symmetry of the Target Model', arXiv:1912.11939. [4] Y Arjevani and M Field ...
Nov 9, 2021 · This paper gives a detailed characterization of spurious local minima for 2-layer ReLU networks, which was a model that received substantial ...
A detailed analysis is given of a family of critical points determining spurious minima for a model student-teacher 2-layer neural network, with ReLU activation ...
Spurious Local Minima of Shallow ReLU Networks Conform with the Symmetry of the Target Model. We consider the optimization problem associated with fitting ...
May 23, 2021 · In this paper, it is proved that for one-hidden-layer ReLU networks all differentiable local minima are global inside each differentiable region.
Missing: Conform | Show results with:Conform
It is shown that spurious minima (non-global local minima) do not arise from spontaneous symmetry breaking but rather through a complex deformation of the ...
Jun 10, 2024 · We study the optimization problem associated with fitting two-layer ReLU neural networks with respect to the squared loss, where labels are ...
Missing: Conform | Show results with:Conform